Paper Citation Record · LEDGER

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?

As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2506.18516.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.18516 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:20:08.796018Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy11
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ff7a41d-a8a7-404a-8d4d-ab6a31fc3828 · outbound

This paper cites In: DUMB and DUMBer 17 Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: DUMB and DUMBer 17 Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:05.808019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6714504-181f-4a17-a133-a4adac3ea6da · outbound

This paper cites In: European conference on computer vision.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: European conference on computer vision

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:12.587296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 99cdb85e-194f-41bc-a208-f350647a918c · outbound

This paper cites an unresolved cited work.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:12.411689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b699f01a-6ba6-4621-9ae6-b7a25d6e7d7f · outbound

This paper cites Curriculum Adversarial Training.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Curriculum Adversarial Training

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T23:20:09.187314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cf1bbd76-da43-46b0-92a4-5cf150ba180b · outbound

This paper cites Journal of artificial intelligence research16, 321–357 (2002).

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Journal of artificial intelligence research16, 321–357 (2002)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:12.136337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 56f879cb-b6aa-42b0-9cf3-c738d8c925c5 · outbound

This paper cites In: 28th USENIX security symposium (USENIX security 19).

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: 28th USENIX security symposium (USENIX security 19)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:11.903106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9832f4c0-8be7-4a05-ad76-ec6ec520dec3 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:11.666579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c6bf1fa-9b56-42c9-90ec-0fda2bb7bdaf · outbound

This paper cites an unresolved cited work.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:11.402578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d70dc6e5-ad4a-46b7-a1d9-8d08d6945288 · outbound

This paper cites an unresolved cited work.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:11.107635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e31e1806-fc14-4399-942e-4e289238d682 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Explaining and Harnessing Adversarial Examples

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:06.766904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af01003a-4b81-46fb-afc2-a31dcc7336ea · outbound

This paper cites In: Proceedings of the 11th ACM workshop on artificial intelligence and security.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the 11th ACM workshop on artificial intelligence and security

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:10.816842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d86670d1-9316-4d3f-83d7-dae9cc282c2c · outbound

This paper cites IEEE Transactions on Information Forensics and Security18, 1749–1762 (2023).

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? IEEE Transactions on Information Forensics and Security18, 1749–1762 (2023)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:10.519812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d282564d-52f2-49cf-b4e6-b22d296e4a16 · outbound

This paper cites A Survey on Transferability of Adversarial Examples across Deep Neural Networks.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? A Survey on Transferability of Adversarial Examples across Deep Neural Networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:07.043690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd1516ef-54cb-4b25-9c3a-f14b9e501ded · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:07.165054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42412da5-45c9-4c4b-83cd-7df7d6db67a7 · outbound

This paper cites One weird trick for parallelizing convolutional neural networks.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? One weird trick for parallelizing convolutional neural networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:07.262096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52e68e72-1675-4968-a789-0cdb45b92ac1 · outbound

This paper cites In: Artificial intelligence safety and security, pp.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Artificial intelligence safety and security, pp

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:07.412817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df8dc5e7-c695-428f-8f24-05609df64745 · outbound

This paper cites Computers & Security128, 103134 (2023).

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Computers & Security128, 103134 (2023)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:10.324522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08be6e0e-c561-4c94-b297-f228ea3ec7e4 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:07.662079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01f7e3f7-ce1c-4300-938d-e693662670ca · outbound

This paper cites In: Proceedings of the 2024 ACM Workshop on Wireless Security and Machine Learning.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the 2024 ACM Workshop on Wireless Security and Machine Learning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:10.131784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b89cf86-d43b-47ce-9ce9-bc0ac4e1bf99 · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:07.898519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f56bfcb5-6695-44d8-afd7-cec4efc5e3c4 · outbound

This paper cites In: Proceedings of the 2016 acm sigsac conference on computer and communications security.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the 2016 acm sigsac conference on computer and communications security

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:09.944696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 03538502-7497-4a46-98f3-308bf9718e0b · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:08.123483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1496df24-8ef4-42b9-ac56-5a8ab9ef9139 · outbound

This paper cites Ensemble Adversarial Training: Attacks and Defenses.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Ensemble Adversarial Training: Attacks and Defenses

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:08.256508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ce8ed6-4711-41d2-849a-27a65e063900 · outbound

This paper cites Robustness May Be at Odds with Accuracy.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Robustness May Be at Odds with Accuracy

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:08.359134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a0c5ab5-ff86-4d0f-a387-aa65e1e6cabf · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:09.835089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation de78f513-4dc4-4ff4-9dc7-26e0973173cf · outbound

This paper cites In: International conference on learning representations (2019).

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: International conference on learning representations (2019)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:09.663177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 892890e1-573c-4102-8cdd-8769437cb0de · outbound

This paper cites Reliable Evaluation of Adversarial Transferability.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? Reliable Evaluation of Adversarial Transferability

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T23:20:08.982985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c10e3afc-f23b-4a23-b921-1a135e748cf6 · outbound

This paper cites In: International conference on machine learning.

DUMB and DUMBer: Is Adversarial Training Worth It in the Real World? In: International conference on machine learning

Reference 28

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T23:20:09.407151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.